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            "bar_color": null,
            "description_width": ""
          }
        },
        "72f6acf2c0194616b9b81aa277f096b6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4481014bc028431cab4171cdd9b7afc0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "# !pip install datasets[audio] librosa transformers"
      ],
      "metadata": {
        "id": "7ktZ5sm35kpL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 以流式模式加载数据集\n",
        "\n",
        "from datasets import load_dataset\n",
        "\n",
        "ds = load_dataset(\"facebook/voxpopuli\", name=\"de\", streaming=True)"
      ],
      "metadata": {
        "id": "_TsgRPeh6rG5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
            "918ebcec07554c04bf94ac81ff9c68c1",
            "22c44dd653244d37b5c539a2b4f5505b",
            "d300246054e54e5897453d564eea4835",
            "01e988891faf4c459120197c3173ba6e",
            "6748405502c04fddb43ada813ac0a023",
            "28fd798112b04fe4bef60e3cc1ff0dd1",
            "8d91004a0dd24446a010592e54b83b00",
            "21a1168c99f2465f9b4087f0ec6906eb",
            "1220edc4db224e90b0d859aaaa25abe5",
            "6a35035541d241b58f5500b94d8383ca",
            "e21a79db026e4e2e92d5f9df3c0b497f",
            "5292181f0dc34c7eacb566a77f598ce9",
            "278c56a6b58a4ad48c656a8aa3dbb6f8",
            "86ffd5c78ecb418aa1b9634b1c58b40b",
            "73d3a726c1af4780b4f552881c6ed274",
            "932a697a727a4cef963807e8e04ba4f6",
            "f53c8769f0ce44b19998e2651b47ba9b",
            "656aa308838042bab9a0b975530d7738",
            "3c5694cb70624af4973a80e107e7b2e4",
            "8762760f2504463ab62ab3d3ba5b7ffb",
            "5b4841dc2cde4e888290a638323b4ce5",
            "c6d4c5f2ea8f4027b14261ee7f3f40ad"
          ]
        },
        "outputId": "2ddd984d-fb5a-4b93-a81f-0880c88e6c97"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/8.84k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "918ebcec07554c04bf94ac81ff9c68c1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading readme:   0%|          | 0.00/10.7k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5292181f0dc34c7eacb566a77f598ce9"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 以训练部分的前三个例子为例\n",
        "\n",
        "ds_head = ds['train'].take(3)"
      ],
      "metadata": {
        "id": "4oxHsNQa652Q"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 获取第三个示例并进行探索\n",
        "\n",
        "example = list(ds_head)[-1]\n",
        "example"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F9ch_ymN7ce9",
        "outputId": "4563e158-6962-49c8-b67d-9fdac3d7d3d1"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'audio_id': '20150908-0900-PLENARY-3-de_20150908-09:01:12_26',\n",
              " 'language': 1,\n",
              " 'audio': {'path': 'train_part_0/20150908-0900-PLENARY-3-de_20150908-09:01:12_26.wav',\n",
              "  'array': array([-0.01617432, -0.05258179, -0.06607056, ...,  0.00396729,\n",
              "         -0.00219727, -0.00396729]),\n",
              "  'sampling_rate': 16000},\n",
              " 'raw_text': 'Denn es gibt biologische Grenzen beim Tier.',\n",
              " 'normalized_text': 'denn es gibt biologische grenzen beim tier.',\n",
              " 'gender': 'female',\n",
              " 'speaker_id': '4282',\n",
              " 'is_gold_transcript': True,\n",
              " 'accent': 'None'}"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 聆听示例音频\n",
        "\n",
        "from IPython.display import Audio\n",
        "\n",
        "Audio(example[\"audio\"][\"array\"], rate=16000)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "1WfWUoqz_RsJ",
        "outputId": "daaafe2f-e309-421b-fbfa-29e3e80547be"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 波形图\n",
        "\n",
        "import librosa\n",
        "import matplotlib.pyplot as plt\n",
        "import librosa.display\n",
        "\n",
        "array = example[\"audio\"][\"array\"]\n",
        "sampling_rate = example[\"audio\"][\"sampling_rate\"]\n",
        "plt.figure().set_figwidth(12)\n",
        "librosa.display.waveshow(array, sr=sampling_rate)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "r_xJTQIr76eL",
        "outputId": "1a512be6-639a-4141-c263-bf2ec10d7fe6"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<librosa.display.AdaptiveWaveplot at 0x7efaff8a2b90>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 时频谱\n",
        "\n",
        "import numpy as np\n",
        "\n",
        "D = librosa.stft(array)\n",
        "S_db = librosa.amplitude_to_db(np.abs(D), ref=np.max)\n",
        "\n",
        "plt.figure().set_figwidth(12)\n",
        "librosa.display.specshow(S_db, x_axis=\"time\", y_axis=\"hz\")\n",
        "plt.colorbar()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 473
        },
        "id": "otggkMnk8kQP",
        "outputId": "0c3aa943-c093-4283-f3c0-ef10f7f3ce11"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.colorbar.Colorbar at 0x7efafff29840>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import pipeline\n",
        "\n",
        "asr = pipeline(\"automatic-speech-recognition\", model=\"facebook/wav2vec2-large-xlsr-53-german\")"
      ],
      "metadata": {
        "id": "_HVDy42F9KZv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299,
          "referenced_widgets": [
            "7b3f0b4923314f36aea2b30c39ab6424",
            "e0cc59340afd43efb16d0f3d6e823f8b",
            "4dc25a4851664eccb4dddf012b7d464e",
            "83c932e92a584c0f99fcd17851cd96bc",
            "dd8dabf601c443e1babe7926e13382d3",
            "465ddb2d0bd94d479369b845996729d9",
            "9703f99f155344c99cef3b791b605fd5",
            "10fc9dd24d0f473a93dca2db16d4ff46",
            "da09251172a74690beb5678b7efd2d1b",
            "8d6886fd448742c5a745f2bcc30624a4",
            "6dd5973873154f8fbe2a587b6b50c97b",
            "cedbf38f8b00417d8b7e323a7b812fce",
            "be03da2ec0d64d6cbe08e66233270929",
            "c51648a1515a4a2e849d533f30b6171c",
            "563fa4f4fc0a49d78d99f6835b00ac39",
            "34c1c353a4f747f88b1e8bdd90cfdbe8",
            "549051f01d4747068f21d8002654f2e9",
            "0a1abd25ba824ab89b8aebdb4d7456f6",
            "5eee2fdc9190450bb24ba7b53f87a491",
            "98de4b16cb5a4b7ea73e4f113ebcc856",
            "21978946d97c4281b2ef8e555cdec64c",
            "4376146a9f7b43dd942661ed172f5f04",
            "597b61a4c8da4b0eb93d0ca0aed6bb12",
            "d924c192b5ac4ba3b0c07941a409b7e1",
            "e57218cd654d4841a7e3e32bd1361b50",
            "b39fc5de6449414bb458a22fcbff7eed",
            "af0e94c7295144f6a2d9ee9d0322499f",
            "998978b667514e1d97d63e064dbf9dcb",
            "19cf83c8a1cf482ead789155fb4ba117",
            "1ff2c8e423fa47c89a18003780c61cb6",
            "7f8df3940c7b4a59b238b5de74abfe2e",
            "97c873ffd9cd4b1596b8a61bc8b25ee6",
            "32be1b8f2bc643ad91e8fd672138c109",
            "9d1c0a28cd5845fda138651049790e9c",
            "684dc528e84547098da7fc4674e29429",
            "ff935c248def42239a0f8cb20cb40e7d",
            "e7a837a93521422a890a9dcaae1483f9",
            "4f89823c7c63470e9c730bb5c9bae205",
            "5216b3f53b3b46b483ba4bdb903dec35",
            "87eabf2b3d38413c814db1a59d175939",
            "ab1442499d1d4c079f28d6b72eeb3fc1",
            "b9d3717760e64acd9b44870c497db14c",
            "312883796de047a29ac1fc396cb5b358",
            "046e88468ac24fe3b2cc0785ad60bce1",
            "83b67f2be87041e7b372782b0d11cee8",
            "69403baa854c496faaf9f3d3ac03a2bf",
            "d499bae4c6ad413bb7dddf4fadea78c7",
            "7b83d289565e48c4bb5f7589e959525e",
            "81290f84295747e492d3f00e7a51ed57",
            "b0e265fac5c047e2b32a6f4d75108078",
            "93faa8d7260e46b989344f4a95f5d93c",
            "69eeb730ed814e21876a0fe0f946f0f2",
            "40f8dfb1ba5e4be598a9eeb1c804f344",
            "4d88e2b6e9cc4d6aa35ee9c39e6b8ed2",
            "e2273e300cea42abbf2d24cb24e0ca4c",
            "8a9f2fb551aa4e4994a511425bc724fa",
            "54808b1802ad4088845e0b080b83bd0c",
            "4878b3945b5a46b3919acf2f121f4d65",
            "b997db5e709f4743b20a8f23d1d7eacc",
            "17f241db86fe40dc8bcef082a169c739",
            "689b586af2174215b35295b82221d79f",
            "f6803b32d1e24cb78599b0cdd7e1e6b9",
            "ab757890200f422fae8608e1f85ee422",
            "b8602cae9aad4040a76de53704f188bd",
            "72f6acf2c0194616b9b81aa277f096b6",
            "4481014bc028431cab4171cdd9b7afc0"
          ]
        },
        "outputId": "bbc76884-1fed-48d2-9862-219b7d2460b5"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/1.29k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7b3f0b4923314f36aea2b30c39ab6424"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "pytorch_model.bin:   0%|          | 0.00/1.26G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "cedbf38f8b00417d8b7e323a7b812fce"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of the model checkpoint at facebook/wav2vec2-large-xlsr-53-german were not used when initializing Wav2Vec2ForCTC: ['wav2vec2.encoder.pos_conv_embed.conv.weight_v', 'wav2vec2.encoder.pos_conv_embed.conv.weight_g']\n",
            "- This IS expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
            "- This IS NOT expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
            "Some weights of Wav2Vec2ForCTC were not initialized from the model checkpoint at facebook/wav2vec2-large-xlsr-53-german and are newly initialized: ['wav2vec2.encoder.pos_conv_embed.conv.parametrizations.weight.original0', 'wav2vec2.encoder.pos_conv_embed.conv.parametrizations.weight.original1']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/378 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "597b61a4c8da4b0eb93d0ca0aed6bb12"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "vocab.json:   0%|          | 0.00/330 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9d1c0a28cd5845fda138651049790e9c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/85.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "83b67f2be87041e7b372782b0d11cee8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "preprocessor_config.json:   0%|          | 0.00/158 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8a9f2fb551aa4e4994a511425bc724fa"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 比较结果\n",
        "\n",
        "print(asr(example[\"audio\"][\"array\"]))\n",
        "print(example[\"raw_text\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aniAB6gr-K9s",
        "outputId": "1a47b066-95bc-4940-d404-11e99e19cb40"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'text': 'logihe grenzen beim tier'}\n",
            "Denn es gibt biologische Grenzen beim Tier.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 再一次，听听比较。尽管输出结果与提供的转录不完全一致，但该模型实际上做得非常好。\n",
        "# 你在音频中听不到 \"Denn es gibt bio \"的部分。\n",
        "\n",
        "from IPython.display import Audio\n",
        "\n",
        "Audio(example[\"audio\"][\"array\"], rate=16000)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "W51yN3mk-ggi",
        "outputId": "b2afd515-0a1d-426a-bf8c-b7d06a4c7401"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    }
  ]
}